
"Stack Overflow presented a revamped version of its enterprise product during Microsoft Ignite. The platform, formerly known as Stack Overflow for Teams, will now be called Stack Internal. The service is designed to help organizations capture internal technical knowledge in a structured way and make it accessible to both employees and AI systems. Stack Overflow noticed that several enterprise customers were using the public API to train their own models, TechCrunch reports."
"According to the company, the complexity of knowledge management within large organizations is increasing. Documentation is spread across multiple tools, and development teams face a growing arsenal of software. In addition, a significant proportion of developers do not fully trust AI tools. Stack Overflow wants to address that problem by combining human expertise with automated processing and validation. One of the most important features is Knowledge Ingestion."
Stack Internal captures internal technical knowledge in a structured format and makes it accessible to employees and AI systems. The platform provides a metadata layer that includes author, time, content tags, and an estimate of internal consistency, which is used to calculate a reliability score for answers. Several enterprise customers used the public API to train models, prompting a foundation for internal AI applications and agreements with AI labs to use public forum data for training. Knowledge Ingestion pulls content from tools like Microsoft Teams and Confluence, assesses accuracy and relevance, and combines automated checks with human validation before storage. Companies such as Mercado Libre, Xerox, and Eli Lilly are using the service.
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